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Create app.py
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from dotenv import load_dotenv
import streamlit as st
import os
import google.generativeai as genai
load_dotenv()
# loading all the environment variables:
genai.configure(api_key=os.environ["google_api_key"])
## creating a pipeline to load the model and take input and give the response in return:
model=genai.GenerativeModel('gemini-pro')
chat=model.start_chat(history=[])
def gemini_response(question):
response=chat.send_message(question,stream=True)
# stream is true means to keep the track of the previous messages:
return response
st.set_page_config(page_title="Gemini QnA ChatBot")
st.header("Gemini LLM Application")
#Initialize the session state for chat history if it doesn't exist
if 'chat_hisotry' not in st.session_state:
st.session_state['chat_history']=[]
input=st.text_input("Input",key='input')
submit=st.button("Ask the question")
if submit and input:
response=gemini_response(input)
# add user query and response to the session chat history
st.session_state['chat_history'].append(("You",input))
st.subheader("The Response is:")
for chunk in response:
st.write(chunk.text)
st.session_state['chat_history'].append(("Bot",chunk.text))
st.subheader("The Chat History is")
for role,text in st.session_state['chat_history']:
st.write(f"{role}:{text}")